Application of AI techniques to IT Ops — Richard Whitehead // Moogsoft Inc.
Richard Whitehead
Moogsoft Inc.
- Part 1 Application of AI techniques to IT Ops — Richard Whitehead // Moogsoft Inc.
- Part 2Impact of AI on a digital company’s carbon footprint — Richard Whitehead // Moogsoft Inc.
Show Notes
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01:42AI beyond large language modelsAI for operations is the application of artificial intelligence techniques and programming techniques, like machine learning and natural language processing, to IT operations. It is to automate things normally done by a human operator.
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04:21What does AI for IT operations mean?Its about using machine learning and natural language processing to signpost and fast-track human IT operations.
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09:08AI advancements arent coming as fast as youd imagine. Heres whyIt's fraught with issues. The first issue is one of intellectual property and privacy. For example, ChatGPT is not answering a question based on its understanding of technology. It uses a pre-trained model of other people's conversations.
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14:05There is a lot more to AI than Chat GPTThe goal is always to make life easier for the human operator.
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16:45How is AI for IT Ops different?We're finding that the sheer volume of data is so significant that writing traditional code-based automation to deal with it has become like an arms race Code-based solutions are quite brittle, and things are changing frequently.
Quotes
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"We tend to see artificial intelligence as software or computing replicating or at least trying to mimic human behavior. When you apply it to IT operations, it's a little less fancy." - Richard Whitehead
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"When we look at artificial intelligence for operations, it is the application of artificial intelligence techniques, programming techniques, like machine learning and natural language processing, to the business of the traditional industry, IT operations." - Richard Whitehead
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"One of the things we do as part of our product offering is offer something we call a situation. When an incident is detected, it's a workspace where individuals can collaborate and work on a problem." - Richard Whitehead
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"It's fraught with issues. So the first issue is one of intellectual property and privacy. You must be very cognizant that when you ask ChatGPT a question, you don't put anything proprietary or sensitive. Because that information is no longer yours, it's now in the public domain." - Richard Whitehead
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"When dealing with technologies that are very new and very advanced, perhaps developing code using very new programming languages, ChatGPT will struggle to provide information because it's not answering a question based on its understanding of technology. It uses a pre-trained model of other people's conversations." - Richard Whitehead
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"When we talk about applied machine learning and our techniques, the goal is always to make life easier for the human operator. In other words, can we shorten the cycle it takes for them to make a decision? Can we shorten the time it takes them to find the correct answer to the problem?" - Richard Whitehead
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"One thing that has distinguished ALOps from preceding technologies is that you can automate anything. We had a code available 20 or 30 years ago. Okay, CPU resources were less than computing power wasn't as great. But if you wrote enough code, you could finish the job at the end of the day. The sheer volume of data is so significant that writing traditional code-based automation to deal with it has become like an arms race. It's very difficult." - Richard Whitehead
- Part 1 Application of AI techniques to IT Ops — Richard Whitehead // Moogsoft Inc.
- Part 2Impact of AI on a digital company’s carbon footprint — Richard Whitehead // Moogsoft Inc.
Up Next:
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Part 1Application of AI techniques to IT Ops — Richard Whitehead // Moogsoft Inc.
What is the world of artificial intelligence inside IT operations? There is the creation of models based on event data, log data, and whatever interests machines and DevOps. And then there is the ability to simplify or automate some, whether it's an alert or seeing something in the data that the operator might not see. What more? Listen to Richard Whitehead, CTO at Moogsoft Inc., talk about how artificial intelligence will transform the IT industry by applying AI techniques to IT ops.
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Part 2Impact of AI on a digital company’s carbon footprint — Richard Whitehead // Moogsoft Inc.
Digital companies generate tons of data. The problem is no longer the cost of storing extensive data but the carbon footprint it generates. With new regulations coming for companies to report their carbon footprint and financial reports, what's the smart way to save on data storage? How can AI and machine learning help? Listen to Richard Whitehead, CTO at Moogsoft Inc., talk about the impact of AI on digital companies' carbon footprints.
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